{
 "cells": [
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     "start_time": "2020-04-10T00:13:09.760556",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# COVID-19 Exploratory Data Analysis\n",
    "> (Almost) Everything You Want To Know About COVID-19.\n",
    "\n",
    "- author: Devakumar kp\n",
    "- comments: true\n",
    "- categories: [EDA]\n",
    "- permalink: /corona-eda/\n",
    "- toc: true\n",
    "- image: images/covid-eda-2-1.png"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020277,
     "end_time": "2020-04-10T00:13:09.830061",
     "exception": false,
     "start_time": "2020-04-10T00:13:09.809784",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "These visualizations were made by [Devakumar kp](https://twitter.com/imdevskp).  Original notebook is [here](https://www.kaggle.com/imdevskp/covid-19-analysis-viz-prediction-comparisons)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_kg_hide-input": true,
    "_kg_hide-output": true,
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# essential libraries\n",
    "import json\n",
    "import random\n",
    "from urllib.request import urlopen\n",
    "\n",
    "# storing and anaysis\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import plotly.graph_objs as go\n",
    "import plotly.figure_factory as ff\n",
    "import folium\n",
    "\n",
    "# color pallette\n",
    "cnf = '#393e46' # confirmed - grey\n",
    "dth = '#ff2e63' # death - red\n",
    "rec = '#21bf73' # recovered - cyan\n",
    "act = '#fe9801' # active case - yellow\n",
    "\n",
    "# converter\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()   \n",
    "\n",
    "# hide warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# html embedding\n",
    "from IPython.display import Javascript\n",
    "from IPython.core.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:11.445656Z",
     "iopub.status.busy": "2020-04-10T00:13:11.444552Z",
     "iopub.status.idle": "2020-04-10T00:13:11.632309Z",
     "shell.execute_reply": "2020-04-10T00:13:11.631787Z"
    },
    "papermill": {
     "duration": 0.214661,
     "end_time": "2020-04-10T00:13:11.632415",
     "exception": false,
     "start_time": "2020-04-10T00:13:11.417754",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Date</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>33.0000</td>\n",
       "      <td>65.0000</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>41.1533</td>\n",
       "      <td>20.1683</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>28.0339</td>\n",
       "      <td>1.6596</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>42.5063</td>\n",
       "      <td>1.5218</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Angola</td>\n",
       "      <td>-11.2027</td>\n",
       "      <td>17.8739</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Province/State Country/Region      Lat     Long       Date  Confirmed  \\\n",
       "0            NaN    Afghanistan  33.0000  65.0000 2020-01-22          0   \n",
       "1            NaN        Albania  41.1533  20.1683 2020-01-22          0   \n",
       "2            NaN        Algeria  28.0339   1.6596 2020-01-22          0   \n",
       "3            NaN        Andorra  42.5063   1.5218 2020-01-22          0   \n",
       "4            NaN         Angola -11.2027  17.8739 2020-01-22          0   \n",
       "\n",
       "   Deaths  \n",
       "0       0  \n",
       "1       0  \n",
       "2       0  \n",
       "3       0  \n",
       "4       0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide\n",
    "# importing datasets\n",
    "url = 'https://raw.githubusercontent.com/imdevskp/covid_19_jhu_data_web_scrap_and_cleaning/master/new/complete_data_new_format.csv'\n",
    "full_table = pd.read_csv(url, \n",
    "                         parse_dates=['Date'])\n",
    "full_table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_kg_hide-input": true,
    "_kg_hide-output": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:11.683498Z",
     "iopub.status.busy": "2020-04-10T00:13:11.683014Z",
     "iopub.status.idle": "2020-04-10T00:13:11.690218Z",
     "shell.execute_reply": "2020-04-10T00:13:11.689739Z"
    },
    "papermill": {
     "duration": 0.036028,
     "end_time": "2020-04-10T00:13:11.690319",
     "exception": false,
     "start_time": "2020-04-10T00:13:11.654291",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# cases \n",
    "cases = ['Confirmed', 'Deaths']\n",
    "\n",
    "# replacing Mainland china with just China\n",
    "full_table['Country/Region'] = full_table['Country/Region'].replace('Mainland China', 'China')\n",
    "\n",
    "# filling missing values \n",
    "full_table[['Province/State']] = full_table[['Province/State']].fillna('')\n",
    "full_table[cases] = full_table[cases].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:11.761614Z",
     "iopub.status.busy": "2020-04-10T00:13:11.746812Z",
     "iopub.status.idle": "2020-04-10T00:13:11.819652Z",
     "shell.execute_reply": "2020-04-10T00:13:11.818309Z"
    },
    "papermill": {
     "duration": 0.1082,
     "end_time": "2020-04-10T00:13:11.819840",
     "exception": false,
     "start_time": "2020-04-10T00:13:11.711640",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# cases in the ships\n",
    "ship = full_table[full_table['Province/State'].str.contains('Grand Princess')|full_table['Province/State'].str.contains('Diamond Princess cruise ship')]\n",
    "\n",
    "# china and the row\n",
    "china = full_table[full_table['Country/Region']=='China']\n",
    "row = full_table[full_table['Country/Region']!='China']\n",
    "\n",
    "# latest\n",
    "full_latest = full_table[full_table['Date'] == max(full_table['Date'])].reset_index()\n",
    "china_latest = full_latest[full_latest['Country/Region']=='China']\n",
    "row_latest = full_latest[full_latest['Country/Region']!='China']\n",
    "\n",
    "# latest condensed\n",
    "full_latest_grouped = full_latest.groupby('Country/Region')['Confirmed', 'Deaths'].sum().reset_index()\n",
    "china_latest_grouped = china_latest.groupby('Province/State')['Confirmed', 'Deaths'].sum().reset_index()\n",
    "row_latest_grouped = row_latest.groupby('Country/Region')['Confirmed', 'Deaths'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021898,
     "end_time": "2020-04-10T00:13:11.866892",
     "exception": false,
     "start_time": "2020-04-10T00:13:11.844994",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# World-Wide Totals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:11.916322Z",
     "iopub.status.busy": "2020-04-10T00:13:11.915246Z",
     "iopub.status.idle": "2020-04-10T00:13:11.922409Z",
     "shell.execute_reply": "2020-04-10T00:13:11.922882Z"
    },
    "papermill": {
     "duration": 0.035393,
     "end_time": "2020-04-10T00:13:11.923005",
     "exception": false,
     "start_time": "2020-04-10T00:13:11.887612",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "temp = full_table.groupby(['Country/Region', 'Province/State'])['Confirmed', 'Deaths'].max()\n",
    "# temp.style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:11.972824Z",
     "iopub.status.busy": "2020-04-10T00:13:11.972011Z",
     "iopub.status.idle": "2020-04-10T00:13:12.069507Z",
     "shell.execute_reply": "2020-04-10T00:13:12.070197Z"
    },
    "papermill": {
     "duration": 0.125739,
     "end_time": "2020-04-10T00:13:12.070355",
     "exception": false,
     "start_time": "2020-04-10T00:13:11.944616",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_10b187a8_7ac0_11ea_b595_000d3a7108berow0_col1 {\n",
       "            background-color:  #fbb4ae;\n",
       "            color:  #000000;\n",
       "        }    #T_10b187a8_7ac0_11ea_b595_000d3a7108berow0_col2 {\n",
       "            background-color:  #fbb4ae;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_10b187a8_7ac0_11ea_b595_000d3a7108be\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Date</th>        <th class=\"col_heading level0 col1\" >Confirmed</th>        <th class=\"col_heading level0 col2\" >Deaths</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_10b187a8_7ac0_11ea_b595_000d3a7108belevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_10b187a8_7ac0_11ea_b595_000d3a7108berow0_col0\" class=\"data row0 col0\" >2020-03-26 00:00:00</td>\n",
       "                        <td id=\"T_10b187a8_7ac0_11ea_b595_000d3a7108berow0_col1\" class=\"data row0 col1\" >529591</td>\n",
       "                        <td id=\"T_10b187a8_7ac0_11ea_b595_000d3a7108berow0_col2\" class=\"data row0 col2\" >23970</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fc1f25e4ef0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "temp = full_table.groupby('Date')['Confirmed', 'Deaths'].sum().reset_index()\n",
    "temp = temp[temp['Date']==max(temp['Date'])].reset_index(drop=True)\n",
    "temp.style.background_gradient(cmap='Pastel1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021219,
     "end_time": "2020-04-10T00:13:12.113233",
     "exception": false,
     "start_time": "2020-04-10T00:13:12.092014",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Progression of Virus Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:12.165472Z",
     "iopub.status.busy": "2020-04-10T00:13:12.164565Z",
     "iopub.status.idle": "2020-04-10T00:13:12.167592Z",
     "shell.execute_reply": "2020-04-10T00:13:12.168262Z"
    },
    "papermill": {
     "duration": 0.032706,
     "end_time": "2020-04-10T00:13:12.168432",
     "exception": false,
     "start_time": "2020-04-10T00:13:12.135726",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"flourish-embed flourish-bar-chart-race\" data-src=\"visualisation/1571387\"><script src=\"https://public.flourish.studio/resources/embed.js\"></script></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "# https://app.flourish.studio/visualisation/1571387/edit\n",
    "HTML('''<div class=\"flourish-embed flourish-bar-chart-race\" data-src=\"visualisation/1571387\"><script src=\"https://public.flourish.studio/resources/embed.js\"></script></div>''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022289,
     "end_time": "2020-04-10T00:13:12.212965",
     "exception": false,
     "start_time": "2020-04-10T00:13:12.190676",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:12.262035Z",
     "iopub.status.busy": "2020-04-10T00:13:12.261442Z",
     "iopub.status.idle": "2020-04-10T00:13:15.960374Z",
     "shell.execute_reply": "2020-04-10T00:13:15.961287Z"
    },
    "papermill": {
     "duration": 3.727624,
     "end_time": "2020-04-10T00:13:15.961463",
     "exception": false,
     "start_time": "2020-04-10T00:13:12.233839",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# Confirmed\n",
    "\n",
    "fig = px.choropleth(full_latest_grouped, locations=\"Country/Region\", \n",
    "                    locationmode='country names', color=\"Confirmed\", \n",
    "                    hover_name=\"Country/Region\", range_color=[1,7000], \n",
    "                    color_continuous_scale=\"aggrnyl\", \n",
    "                    title='Countries with Confirmed Cases')\n",
    "fig.update(layout_coloraxis_showscale=False)\n",
    "fig.write_image('covid-eda-1-1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:16.035436Z",
     "iopub.status.busy": "2020-04-10T00:13:16.024883Z",
     "iopub.status.idle": "2020-04-10T00:13:16.576400Z",
     "shell.execute_reply": "2020-04-10T00:13:16.575389Z"
    },
    "papermill": {
     "duration": 0.582318,
     "end_time": "2020-04-10T00:13:16.576534",
     "exception": false,
     "start_time": "2020-04-10T00:13:15.994216",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# Deaths\n",
    "\n",
    "fig = px.choropleth(full_latest_grouped[full_latest_grouped['Deaths']>0], \n",
    "                    locations=\"Country/Region\", locationmode='country names',\n",
    "                    color=\"Deaths\", hover_name=\"Country/Region\", \n",
    "                    range_color=[1,50], color_continuous_scale=\"agsunset\",\n",
    "                    title='Countries with Deaths Reported')\n",
    "fig.update(layout_coloraxis_showscale=False)\n",
    "fig.write_image('covid-eda-1-2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.023626,
     "end_time": "2020-04-10T00:13:16.622894",
     "exception": false,
     "start_time": "2020-04-10T00:13:16.599268",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "![](covid-eda-1-1.png)\n",
    "![](covid-eda-1-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021741,
     "end_time": "2020-04-10T00:13:16.667068",
     "exception": false,
     "start_time": "2020-04-10T00:13:16.645327",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Top 20 Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_kg_hide-input": true,
    "_kg_hide-output": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:16.719888Z",
     "iopub.status.busy": "2020-04-10T00:13:16.719292Z",
     "iopub.status.idle": "2020-04-10T00:13:16.723043Z",
     "shell.execute_reply": "2020-04-10T00:13:16.722603Z"
    },
    "papermill": {
     "duration": 0.034238,
     "end_time": "2020-04-10T00:13:16.723146",
     "exception": false,
     "start_time": "2020-04-10T00:13:16.688908",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>94</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>174</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>367</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>224</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country/Region  Confirmed  Deaths\n",
       "0    Afghanistan         94       4\n",
       "1        Albania        174       6\n",
       "2        Algeria        367      25\n",
       "3        Andorra        224       3\n",
       "4         Angola          4       0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide\n",
    "flg = full_latest_grouped\n",
    "flg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:16.805000Z",
     "iopub.status.busy": "2020-04-10T00:13:16.784094Z",
     "iopub.status.idle": "2020-04-10T00:13:17.207556Z",
     "shell.execute_reply": "2020-04-10T00:13:17.206990Z"
    },
    "papermill": {
     "duration": 0.461141,
     "end_time": "2020-04-10T00:13:17.207672",
     "exception": false,
     "start_time": "2020-04-10T00:13:16.746531",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "fig = px.bar(flg.sort_values('Confirmed', ascending=False).head(20).sort_values('Confirmed', ascending=True), \n",
    "             x=\"Confirmed\", y=\"Country/Region\", title='Confirmed Cases', text='Confirmed', orientation='h', \n",
    "             width=700, height=700, range_x = [0, max(flg['Confirmed'])+10000])\n",
    "fig.update_traces(marker_color=cnf, opacity=0.6, textposition='outside')\n",
    "fig.write_image('covid-eda-4-1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:17.281975Z",
     "iopub.status.busy": "2020-04-10T00:13:17.279271Z",
     "iopub.status.idle": "2020-04-10T00:13:17.792216Z",
     "shell.execute_reply": "2020-04-10T00:13:17.791115Z"
    },
    "papermill": {
     "duration": 0.560726,
     "end_time": "2020-04-10T00:13:17.792342",
     "exception": false,
     "start_time": "2020-04-10T00:13:17.231616",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "fig = px.bar(flg.sort_values('Deaths', ascending=False).head(20).sort_values('Deaths', ascending=True), \n",
    "             x=\"Deaths\", y=\"Country/Region\", title='Deaths', text='Deaths', orientation='h', \n",
    "             width=700, height=700, range_x = [0, max(flg['Deaths'])+500])\n",
    "fig.update_traces(marker_color=dth, opacity=0.6, textposition='outside')\n",
    "fig.write_image('covid-eda-4-2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:17.848066Z",
     "iopub.status.busy": "2020-04-10T00:13:17.847324Z",
     "iopub.status.idle": "2020-04-10T00:13:18.239081Z",
     "shell.execute_reply": "2020-04-10T00:13:18.238553Z"
    },
    "papermill": {
     "duration": 0.422622,
     "end_time": "2020-04-10T00:13:18.239191",
     "exception": false,
     "start_time": "2020-04-10T00:13:17.816569",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# (Only countries with more than 100 case are considered)\n",
    "\n",
    "flg['Mortality Rate'] = round((flg['Deaths']/flg['Confirmed'])*100, 2)\n",
    "temp = flg[flg['Confirmed']>100]\n",
    "temp = temp.sort_values('Mortality Rate', ascending=False)\n",
    "\n",
    "fig = px.bar(temp.sort_values('Mortality Rate', ascending=False).head(15).sort_values('Mortality Rate', ascending=True), \n",
    "             x=\"Mortality Rate\", y=\"Country/Region\", text='Mortality Rate', orientation='h', \n",
    "             width=700, height=600, range_x = [0, 8], title='No. of Deaths Per 100 Confirmed Case')\n",
    "fig.update_traces(marker_color=act, opacity=0.6, textposition='outside')\n",
    "fig.write_image('covid-eda-4-5.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021486,
     "end_time": "2020-04-10T00:13:18.283786",
     "exception": false,
     "start_time": "2020-04-10T00:13:18.262300",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "![](covid-eda-4-1.png)\n",
    "![](covid-eda-4-2.png)\n",
    "![](covid-eda-4-5.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021395,
     "end_time": "2020-04-10T00:13:18.327421",
     "exception": false,
     "start_time": "2020-04-10T00:13:18.306026",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Composition of Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:18.400941Z",
     "iopub.status.busy": "2020-04-10T00:13:18.383838Z",
     "iopub.status.idle": "2020-04-10T00:13:20.088063Z",
     "shell.execute_reply": "2020-04-10T00:13:20.087467Z"
    },
    "papermill": {
     "duration": 1.740063,
     "end_time": "2020-04-10T00:13:20.088224",
     "exception": false,
     "start_time": "2020-04-10T00:13:18.348161",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide_input\n",
    "fig = px.treemap(full_latest.sort_values(by='Confirmed', ascending=False).reset_index(drop=True), \n",
    "                 path=[\"Country/Region\", \"Province/State\"], values=\"Confirmed\", height=700,\n",
    "                 title='Number of Confirmed Cases',\n",
    "                 color_discrete_sequence = px.colors.qualitative.Prism)\n",
    "fig.data[0].textinfo = 'label+text+value'\n",
    "fig.write_image('covid-eda-8-1.png')\n",
    "\n",
    "fig = px.treemap(full_latest.sort_values(by='Deaths', ascending=False).reset_index(drop=True), \n",
    "                 path=[\"Country/Region\", \"Province/State\"], values=\"Deaths\", height=700,\n",
    "                 title='Number of Deaths reported',\n",
    "                 color_discrete_sequence = px.colors.qualitative.Prism)\n",
    "fig.data[0].textinfo = 'label+text+value'\n",
    "fig.write_image('covid-eda-8-2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.024941,
     "end_time": "2020-04-10T00:13:20.137162",
     "exception": false,
     "start_time": "2020-04-10T00:13:20.112221",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "![](covid-eda-8-1.png)\n",
    "![](covid-eda-8-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022125,
     "end_time": "2020-04-10T00:13:20.181485",
     "exception": false,
     "start_time": "2020-04-10T00:13:20.159360",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Epidemic Span"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.022214,
     "end_time": "2020-04-10T00:13:20.224935",
     "exception": false,
     "start_time": "2020-04-10T00:13:20.202721",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Note : In the graph, last day is shown as one day after the last time a new confirmed cases reported in the Country / Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:20.282894Z",
     "iopub.status.busy": "2020-04-10T00:13:20.282235Z",
     "iopub.status.idle": "2020-04-10T00:13:22.882104Z",
     "shell.execute_reply": "2020-04-10T00:13:22.881568Z"
    },
    "papermill": {
     "duration": 2.635769,
     "end_time": "2020-04-10T00:13:22.882222",
     "exception": false,
     "start_time": "2020-04-10T00:13:20.246453",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide_input\n",
    "# first date\n",
    "# ----------\n",
    "first_date = full_table[full_table['Confirmed']>0]\n",
    "first_date = first_date.groupby('Country/Region')['Date'].agg(['min']).reset_index()\n",
    "# first_date.head()\n",
    "from datetime import timedelta  \n",
    "# last date\n",
    "# ---------\n",
    "last_date = full_table.groupby(['Country/Region', 'Date', ])['Confirmed', 'Deaths']\n",
    "last_date = last_date.sum().diff().reset_index()\n",
    "\n",
    "mask = last_date['Country/Region'] != last_date['Country/Region'].shift(1)\n",
    "last_date.loc[mask, 'Confirmed'] = np.nan\n",
    "last_date.loc[mask, 'Deaths'] = np.nan\n",
    "\n",
    "last_date = last_date[last_date['Confirmed']>0]\n",
    "last_date = last_date.groupby('Country/Region')['Date'].agg(['max']).reset_index()\n",
    "# last_date.head()\n",
    "\n",
    "# first_last\n",
    "# ----------\n",
    "first_last = pd.concat([first_date, last_date[['max']]], axis=1)\n",
    "\n",
    "# added 1 more day, which will show the next day as the day on which last case appeared\n",
    "first_last['max'] = first_last['max'] + timedelta(days=1)\n",
    "\n",
    "# no. of days\n",
    "first_last['Days'] = first_last['max'] - first_last['min']\n",
    "\n",
    "# task column as country\n",
    "first_last['Task'] = first_last['Country/Region']\n",
    "\n",
    "# rename columns\n",
    "first_last.columns = ['Country/Region', 'Start', 'Finish', 'Days', 'Task']\n",
    "\n",
    "# sort by no. of days\n",
    "first_last = first_last.sort_values('Days')\n",
    "# first_last.head()\n",
    "\n",
    "# visualization\n",
    "# --------------\n",
    "\n",
    "# produce random colors\n",
    "clr = [\"#\"+''.join([random.choice('0123456789ABC') for j in range(6)]) for i in range(len(first_last))]\n",
    "\n",
    "#plot\n",
    "fig = ff.create_gantt(first_last, index_col='Country/Region', colors=clr, show_colorbar=False, \n",
    "                      bar_width=0.2, showgrid_x=True, showgrid_y=True, height=1600, \n",
    "                      title=('Gantt Chart'))\n",
    "fig.write_image('covid-eda-9-1.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021073,
     "end_time": "2020-04-10T00:13:22.925216",
     "exception": false,
     "start_time": "2020-04-10T00:13:22.904143",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "![](covid-eda-9-1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021885,
     "end_time": "2020-04-10T00:13:22.968034",
     "exception": false,
     "start_time": "2020-04-10T00:13:22.946149",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# China vs. Not China"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:23.024596Z",
     "iopub.status.busy": "2020-04-10T00:13:23.024011Z",
     "iopub.status.idle": "2020-04-10T00:13:23.954054Z",
     "shell.execute_reply": "2020-04-10T00:13:23.953047Z"
    },
    "papermill": {
     "duration": 0.964116,
     "end_time": "2020-04-10T00:13:23.954190",
     "exception": false,
     "start_time": "2020-04-10T00:13:22.990074",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# In China\n",
    "temp = china.groupby('Date')['Confirmed', 'Deaths'].sum().diff()\n",
    "temp = temp.reset_index()\n",
    "temp = temp.melt(id_vars=\"Date\", \n",
    "                 value_vars=['Confirmed', 'Deaths'])\n",
    "\n",
    "fig = px.bar(temp, x=\"Date\", y=\"value\", color='variable', \n",
    "             title='In China',\n",
    "             color_discrete_sequence=[cnf, dth, rec])\n",
    "fig.update_layout(barmode='group')\n",
    "fig.write_image('covid-eda-10-1.png')\n",
    "\n",
    "#-----------------------------------------------------------------------------\n",
    "\n",
    "# ROW\n",
    "temp = row.groupby('Date')['Confirmed', 'Deaths'].sum().diff()\n",
    "temp = temp.reset_index()\n",
    "temp = temp.melt(id_vars=\"Date\",\n",
    "                 value_vars=['Confirmed', 'Deaths'])\n",
    "\n",
    "fig = px.bar(temp, x=\"Date\", y=\"value\", color='variable', \n",
    "             title='Outside China',\n",
    "             color_discrete_sequence=[cnf, dth, rec])\n",
    "fig.update_layout(barmode='group')\n",
    "fig.write_image('covid-eda-10-2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:24.008672Z",
     "iopub.status.busy": "2020-04-10T00:13:24.008116Z",
     "iopub.status.idle": "2020-04-10T00:13:25.279768Z",
     "shell.execute_reply": "2020-04-10T00:13:25.278733Z"
    },
    "papermill": {
     "duration": 1.302991,
     "end_time": "2020-04-10T00:13:25.279894",
     "exception": false,
     "start_time": "2020-04-10T00:13:23.976903",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "def from_china_or_not(row):\n",
    "    if row['Country/Region']=='China':\n",
    "        return 'From China'\n",
    "    else:\n",
    "        return 'Outside China'\n",
    "    \n",
    "temp = full_table.copy()\n",
    "temp['Region'] = temp.apply(from_china_or_not, axis=1)\n",
    "temp = temp.groupby(['Region', 'Date'])['Confirmed', 'Deaths']\n",
    "temp = temp.sum().diff().reset_index()\n",
    "mask = temp['Region'] != temp['Region'].shift(1)\n",
    "temp.loc[mask, 'Confirmed'] = np.nan\n",
    "temp.loc[mask, 'Deaths'] = np.nan\n",
    "\n",
    "fig = px.bar(temp, x='Date', y='Confirmed', color='Region', barmode='group', \n",
    "             text='Confirmed', title='Confirmed', color_discrete_sequence= [cnf, dth, rec])\n",
    "fig.update_traces(textposition='outside')\n",
    "fig.write_image('covid-eda-10-3.png')\n",
    "\n",
    "fig = px.bar(temp, x='Date', y='Deaths', color='Region', barmode='group', \n",
    "             text='Confirmed', title='Deaths', color_discrete_sequence= [cnf, dth, rec])\n",
    "fig.update_traces(textposition='outside')\n",
    "fig.update_traces(textangle=-90)\n",
    "fig.write_image('covid-eda-10-4.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:25.337532Z",
     "iopub.status.busy": "2020-04-10T00:13:25.336585Z",
     "iopub.status.idle": "2020-04-10T00:13:26.119735Z",
     "shell.execute_reply": "2020-04-10T00:13:26.118813Z"
    },
    "papermill": {
     "duration": 0.813436,
     "end_time": "2020-04-10T00:13:26.119865",
     "exception": false,
     "start_time": "2020-04-10T00:13:25.306429",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "gdf = full_table.groupby(['Date', 'Country/Region'])['Confirmed', 'Deaths'].max()\n",
    "gdf = gdf.reset_index()\n",
    "\n",
    "temp = gdf[gdf['Country/Region']=='China'].reset_index()\n",
    "temp = temp.melt(id_vars='Date', value_vars=['Confirmed', 'Deaths'],\n",
    "                var_name='Case', value_name='Count')\n",
    "fig = px.bar(temp, x=\"Date\", y=\"Count\", color='Case', facet_col=\"Case\",\n",
    "            title='China', color_discrete_sequence=[cnf, dth, rec])\n",
    "fig.write_image('covid-eda-10-5.png')\n",
    "\n",
    "temp = gdf[gdf['Country/Region']!='China'].groupby('Date').sum().reset_index()\n",
    "temp = temp.melt(id_vars='Date', value_vars=['Confirmed', 'Deaths'],\n",
    "                var_name='Case', value_name='Count')\n",
    "fig = px.bar(temp, x=\"Date\", y=\"Count\", color='Case', facet_col=\"Case\",\n",
    "             title='ROW', color_discrete_sequence=[cnf, dth, rec])\n",
    "fig.write_image('covid-eda-10-6.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021934,
     "end_time": "2020-04-10T00:13:26.164514",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.142580",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "![](covid-eda-10-1.png)\n",
    "![](covid-eda-10-2.png)\n",
    "![](covid-eda-10-3.png)\n",
    "![](covid-eda-10-4.png)\n",
    "![](covid-eda-10-5.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.021205,
     "end_time": "2020-04-10T00:13:26.206789",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.185584",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Data By Country"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020807,
     "end_time": "2020-04-10T00:13:26.250611",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.229804",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Top 50 Countries By Confirmed Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:26.307435Z",
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     "shell.execute_reply": "2020-04-10T00:13:26.359967Z"
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     "end_time": "2020-04-10T00:13:26.360538",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.272312",
     "status": "completed"
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       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow36_col3 {\n",
       "            background-color:  #aa1016;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col3 {\n",
       "            background-color:  #fcaf93;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col1 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col3 {\n",
       "            background-color:  #ffefe8;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col3 {\n",
       "            background-color:  #fff1ea;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col3 {\n",
       "            background-color:  #fcb499;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col3 {\n",
       "            background-color:  #fedccd;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col2 {\n",
       "            background-color:  #fff4ef;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col3 {\n",
       "            background-color:  #ef3c2c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col3 {\n",
       "            background-color:  #fff0e9;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col3 {\n",
       "            background-color:  #fed9c9;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col3 {\n",
       "            background-color:  #fee4d8;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col3 {\n",
       "            background-color:  #fedccd;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col3 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col3 {\n",
       "            background-color:  #fff2ec;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col1 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col2 {\n",
       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }    #T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col3 {\n",
       "            background-color:  #fdd2bf;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108be\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Country/Region</th>        <th class=\"col_heading level0 col1\" >Confirmed</th>        <th class=\"col_heading level0 col2\" >Deaths</th>        <th class=\"col_heading level0 col3\" >Mortality Rate</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow0_col0\" class=\"data row0 col0\" >US</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow0_col1\" class=\"data row0 col1\" >83836</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow0_col2\" class=\"data row0 col2\" >1209</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow0_col3\" class=\"data row0 col3\" >1.440000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow1_col0\" class=\"data row1 col0\" >China</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow1_col1\" class=\"data row1 col1\" >81782</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow1_col2\" class=\"data row1 col2\" >3291</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow1_col3\" class=\"data row1 col3\" >4.020000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow2_col0\" class=\"data row2 col0\" >Italy</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow2_col1\" class=\"data row2 col1\" >80589</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow2_col2\" class=\"data row2 col2\" >8215</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow2_col3\" class=\"data row2 col3\" >10.190000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow3_col0\" class=\"data row3 col0\" >Spain</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow3_col1\" class=\"data row3 col1\" >57786</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow3_col2\" class=\"data row3 col2\" >4365</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow3_col3\" class=\"data row3 col3\" >7.550000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow4_col0\" class=\"data row4 col0\" >Germany</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow4_col1\" class=\"data row4 col1\" >43938</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow4_col2\" class=\"data row4 col2\" >267</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow4_col3\" class=\"data row4 col3\" >0.610000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow5_col0\" class=\"data row5 col0\" >France</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow5_col1\" class=\"data row5 col1\" >29551</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow5_col2\" class=\"data row5 col2\" >1698</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow5_col3\" class=\"data row5 col3\" >5.750000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow6_col0\" class=\"data row6 col0\" >Iran</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow6_col1\" class=\"data row6 col1\" >29406</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow6_col2\" class=\"data row6 col2\" >2234</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow6_col3\" class=\"data row6 col3\" >7.600000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow7_col0\" class=\"data row7 col0\" >United Kingdom</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow7_col1\" class=\"data row7 col1\" >11812</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow7_col2\" class=\"data row7 col2\" >580</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow7_col3\" class=\"data row7 col3\" >4.910000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow8_col0\" class=\"data row8 col0\" >Switzerland</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow8_col1\" class=\"data row8 col1\" >11811</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow8_col2\" class=\"data row8 col2\" >191</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow8_col3\" class=\"data row8 col3\" >1.620000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow9_col0\" class=\"data row9 col0\" >South Korea</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow9_col1\" class=\"data row9 col1\" >9241</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow9_col2\" class=\"data row9 col2\" >131</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow9_col3\" class=\"data row9 col3\" >1.420000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow10_col0\" class=\"data row10 col0\" >Netherlands</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow10_col1\" class=\"data row10 col1\" >7468</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow10_col2\" class=\"data row10 col2\" >435</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow10_col3\" class=\"data row10 col3\" >5.820000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow11_col0\" class=\"data row11 col0\" >Austria</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow11_col1\" class=\"data row11 col1\" >6909</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow11_col2\" class=\"data row11 col2\" >49</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow11_col3\" class=\"data row11 col3\" >0.710000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow12_col0\" class=\"data row12 col0\" >Belgium</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow12_col1\" class=\"data row12 col1\" >6235</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow12_col2\" class=\"data row12 col2\" >220</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow12_col3\" class=\"data row12 col3\" >3.530000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow13_col0\" class=\"data row13 col0\" >Canada</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow13_col1\" class=\"data row13 col1\" >4042</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow13_col2\" class=\"data row13 col2\" >38</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow13_col3\" class=\"data row13 col3\" >0.940000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow14_col0\" class=\"data row14 col0\" >Turkey</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow14_col1\" class=\"data row14 col1\" >3629</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow14_col2\" class=\"data row14 col2\" >75</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow14_col3\" class=\"data row14 col3\" >2.070000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow15_col0\" class=\"data row15 col0\" >Portugal</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow15_col1\" class=\"data row15 col1\" >3544</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow15_col2\" class=\"data row15 col2\" >60</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow15_col3\" class=\"data row15 col3\" >1.690000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow16_col0\" class=\"data row16 col0\" >Norway</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow16_col1\" class=\"data row16 col1\" >3369</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow16_col2\" class=\"data row16 col2\" >14</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow16_col3\" class=\"data row16 col3\" >0.420000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow17_col0\" class=\"data row17 col0\" >Brazil</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow17_col1\" class=\"data row17 col1\" >2985</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow17_col2\" class=\"data row17 col2\" >77</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow17_col3\" class=\"data row17 col3\" >2.580000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow18_col0\" class=\"data row18 col0\" >Sweden</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow18_col1\" class=\"data row18 col1\" >2840</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow18_col2\" class=\"data row18 col2\" >77</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow18_col3\" class=\"data row18 col3\" >2.710000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow19_col0\" class=\"data row19 col0\" >Australia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow19_col1\" class=\"data row19 col1\" >2810</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow19_col2\" class=\"data row19 col2\" >13</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow19_col3\" class=\"data row19 col3\" >0.460000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow20_col0\" class=\"data row20 col0\" >Israel</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow20_col1\" class=\"data row20 col1\" >2693</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow20_col2\" class=\"data row20 col2\" >8</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow20_col3\" class=\"data row20 col3\" >0.300000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow21_col0\" class=\"data row21 col0\" >Malaysia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow21_col1\" class=\"data row21 col1\" >2031</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow21_col2\" class=\"data row21 col2\" >23</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow21_col3\" class=\"data row21 col3\" >1.130000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow22_col0\" class=\"data row22 col0\" >Denmark</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow22_col1\" class=\"data row22 col1\" >2023</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow22_col2\" class=\"data row22 col2\" >41</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow22_col3\" class=\"data row22 col3\" >2.030000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow23_col0\" class=\"data row23 col0\" >Czechia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow23_col1\" class=\"data row23 col1\" >1925</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow23_col2\" class=\"data row23 col2\" >9</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow23_col3\" class=\"data row23 col3\" >0.470000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow24_col0\" class=\"data row24 col0\" >Ireland</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow24_col1\" class=\"data row24 col1\" >1819</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow24_col2\" class=\"data row24 col2\" >19</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow24_col3\" class=\"data row24 col3\" >1.040000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow25_col0\" class=\"data row25 col0\" >Luxembourg</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow25_col1\" class=\"data row25 col1\" >1453</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow25_col2\" class=\"data row25 col2\" >9</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow25_col3\" class=\"data row25 col3\" >0.620000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow26_col0\" class=\"data row26 col0\" >Ecuador</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow26_col1\" class=\"data row26 col1\" >1403</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow26_col2\" class=\"data row26 col2\" >34</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow26_col3\" class=\"data row26 col3\" >2.420000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow27_col0\" class=\"data row27 col0\" >Japan</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow27_col1\" class=\"data row27 col1\" >1387</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow27_col2\" class=\"data row27 col2\" >47</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow27_col3\" class=\"data row27 col3\" >3.390000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow28_col0\" class=\"data row28 col0\" >Chile</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow28_col1\" class=\"data row28 col1\" >1306</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow28_col2\" class=\"data row28 col2\" >4</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow28_col3\" class=\"data row28 col3\" >0.310000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow29_col0\" class=\"data row29 col0\" >Poland</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow29_col1\" class=\"data row29 col1\" >1221</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow29_col2\" class=\"data row29 col2\" >16</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow29_col3\" class=\"data row29 col3\" >1.310000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow30_col0\" class=\"data row30 col0\" >Pakistan</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow30_col1\" class=\"data row30 col1\" >1201</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow30_col2\" class=\"data row30 col2\" >9</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow30_col3\" class=\"data row30 col3\" >0.750000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow31_col0\" class=\"data row31 col0\" >Thailand</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow31_col1\" class=\"data row31 col1\" >1045</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow31_col2\" class=\"data row31 col2\" >4</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow31_col3\" class=\"data row31 col3\" >0.380000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow32_col0\" class=\"data row32 col0\" >Romania</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow32_col1\" class=\"data row32 col1\" >1029</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow32_col2\" class=\"data row32 col2\" >23</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow32_col3\" class=\"data row32 col3\" >2.240000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow33_col0\" class=\"data row33 col0\" >Saudi Arabia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow33_col1\" class=\"data row33 col1\" >1012</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow33_col2\" class=\"data row33 col2\" >3</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow33_col3\" class=\"data row33 col3\" >0.300000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow34_col0\" class=\"data row34 col0\" >Finland</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow34_col1\" class=\"data row34 col1\" >958</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow34_col2\" class=\"data row34 col2\" >5</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow34_col3\" class=\"data row34 col3\" >0.520000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow35_col0\" class=\"data row35 col0\" >South Africa</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow35_col1\" class=\"data row35 col1\" >927</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow35_col2\" class=\"data row35 col2\" >0</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow35_col3\" class=\"data row35 col3\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow36_col0\" class=\"data row36 col0\" >Indonesia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow36_col1\" class=\"data row36 col1\" >893</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow36_col2\" class=\"data row36 col2\" >78</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow36_col3\" class=\"data row36 col3\" >8.730000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col0\" class=\"data row37 col0\" >Greece</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col1\" class=\"data row37 col1\" >892</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col2\" class=\"data row37 col2\" >26</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow37_col3\" class=\"data row37 col3\" >2.910000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col0\" class=\"data row38 col0\" >Russia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col1\" class=\"data row38 col1\" >840</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col2\" class=\"data row38 col2\" >3</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow38_col3\" class=\"data row38 col3\" >0.360000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col0\" class=\"data row39 col0\" >Iceland</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col1\" class=\"data row39 col1\" >802</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col2\" class=\"data row39 col2\" >2</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow39_col3\" class=\"data row39 col3\" >0.250000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col0\" class=\"data row40 col0\" >India</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col1\" class=\"data row40 col1\" >727</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col2\" class=\"data row40 col2\" >20</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow40_col3\" class=\"data row40 col3\" >2.750000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col0\" class=\"data row41 col0\" >Diamond Princess</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col1\" class=\"data row41 col1\" >712</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col2\" class=\"data row41 col2\" >10</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow41_col3\" class=\"data row41 col3\" >1.400000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col0\" class=\"data row42 col0\" >Philippines</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col1\" class=\"data row42 col1\" >707</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col2\" class=\"data row42 col2\" >45</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow42_col3\" class=\"data row42 col3\" >6.360000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col0\" class=\"data row43 col0\" >Singapore</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col1\" class=\"data row43 col1\" >683</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col2\" class=\"data row43 col2\" >2</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow43_col3\" class=\"data row43 col3\" >0.290000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col0\" class=\"data row44 col0\" >Peru</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col1\" class=\"data row44 col1\" >580</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col2\" class=\"data row44 col2\" >9</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow44_col3\" class=\"data row44 col3\" >1.550000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col0\" class=\"data row45 col0\" >Slovenia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col1\" class=\"data row45 col1\" >562</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col2\" class=\"data row45 col2\" >6</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow45_col3\" class=\"data row45 col3\" >1.070000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col0\" class=\"data row46 col0\" >Panama</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col1\" class=\"data row46 col1\" >558</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col2\" class=\"data row46 col2\" >8</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow46_col3\" class=\"data row46 col3\" >1.430000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col0\" class=\"data row47 col0\" >Qatar</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col1\" class=\"data row47 col1\" >549</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col2\" class=\"data row47 col2\" >0</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow47_col3\" class=\"data row47 col3\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col0\" class=\"data row48 col0\" >Estonia</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col1\" class=\"data row48 col1\" >538</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col2\" class=\"data row48 col2\" >1</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow48_col3\" class=\"data row48 col3\" >0.190000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108belevel0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col0\" class=\"data row49 col0\" >Argentina</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col1\" class=\"data row49 col1\" >502</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col2\" class=\"data row49 col2\" >9</td>\n",
       "                        <td id=\"T_19353a0a_7ac0_11ea_b595_000d3a7108berow49_col3\" class=\"data row49 col3\" >1.790000</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fc1f0b95cf8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "temp_f = full_latest_grouped.sort_values(by='Confirmed', ascending=False).head(50)\n",
    "temp_f = temp_f.reset_index(drop=True)\n",
    "temp_f.style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.023442,
     "end_time": "2020-04-10T00:13:26.407186",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.383744",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Top 25 Countries By Deaths Reported"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:26.477598Z",
     "iopub.status.busy": "2020-04-10T00:13:26.464424Z",
     "iopub.status.idle": "2020-04-10T00:13:26.480920Z",
     "shell.execute_reply": "2020-04-10T00:13:26.480441Z"
    },
    "papermill": {
     "duration": 0.051087,
     "end_time": "2020-04-10T00:13:26.481020",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.429933",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "        }</style><table id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108be\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Country/Region</th>        <th class=\"col_heading level0 col1\" >Deaths</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow0_col0\" class=\"data row0 col0\" >Italy</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow0_col1\" class=\"data row0 col1\" >8215</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow1_col0\" class=\"data row1 col0\" >Spain</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow1_col1\" class=\"data row1 col1\" >4365</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow2_col0\" class=\"data row2 col0\" >China</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow2_col1\" class=\"data row2 col1\" >3291</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow3_col0\" class=\"data row3 col0\" >Iran</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow3_col1\" class=\"data row3 col1\" >2234</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow4_col0\" class=\"data row4 col0\" >France</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow4_col1\" class=\"data row4 col1\" >1698</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow5_col0\" class=\"data row5 col0\" >US</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow5_col1\" class=\"data row5 col1\" >1209</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow6_col0\" class=\"data row6 col0\" >United Kingdom</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow6_col1\" class=\"data row6 col1\" >580</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow7_col0\" class=\"data row7 col0\" >Netherlands</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow7_col1\" class=\"data row7 col1\" >435</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow8_col0\" class=\"data row8 col0\" >Germany</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow8_col1\" class=\"data row8 col1\" >267</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow9_col0\" class=\"data row9 col0\" >Belgium</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow9_col1\" class=\"data row9 col1\" >220</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow10_col0\" class=\"data row10 col0\" >Switzerland</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow10_col1\" class=\"data row10 col1\" >191</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow11_col0\" class=\"data row11 col0\" >South Korea</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow11_col1\" class=\"data row11 col1\" >131</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow12_col0\" class=\"data row12 col0\" >Brazil</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow12_col1\" class=\"data row12 col1\" >77</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow13_col0\" class=\"data row13 col0\" >Sweden</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow13_col1\" class=\"data row13 col1\" >77</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow14_col0\" class=\"data row14 col0\" >Turkey</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow14_col1\" class=\"data row14 col1\" >75</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow15_col0\" class=\"data row15 col0\" >Portugal</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow15_col1\" class=\"data row15 col1\" >60</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow16_col0\" class=\"data row16 col0\" >Austria</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow16_col1\" class=\"data row16 col1\" >49</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow17_col0\" class=\"data row17 col0\" >Denmark</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow17_col1\" class=\"data row17 col1\" >41</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow18_col0\" class=\"data row18 col0\" >Canada</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow18_col1\" class=\"data row18 col1\" >38</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow19_col0\" class=\"data row19 col0\" >Malaysia</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow19_col1\" class=\"data row19 col1\" >23</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow20_col0\" class=\"data row20 col0\" >Ireland</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow20_col1\" class=\"data row20 col1\" >19</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow21_col0\" class=\"data row21 col0\" >Norway</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow21_col1\" class=\"data row21 col1\" >14</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow22_col0\" class=\"data row22 col0\" >Australia</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow22_col1\" class=\"data row22 col1\" >13</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow23_col0\" class=\"data row23 col0\" >Czechia</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow23_col1\" class=\"data row23 col1\" >9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108belevel0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow24_col0\" class=\"data row24 col0\" >Israel</td>\n",
       "                        <td id=\"T_19353a0b_7ac0_11ea_b595_000d3a7108berow24_col1\" class=\"data row24 col1\" >8</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fc1f0b95550>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "temp_flg = temp_f[temp_f['Deaths']>0][['Country/Region', 'Deaths']].head(25)\n",
    "temp_flg.sort_values('Deaths', ascending=False).reset_index(drop=True).style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.023498,
     "end_time": "2020-04-10T00:13:26.528983",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.505485",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Top 25 Chinese Provinces By Confirmed Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:26.619294Z",
     "iopub.status.busy": "2020-04-10T00:13:26.618737Z",
     "iopub.status.idle": "2020-04-10T00:13:26.623068Z",
     "shell.execute_reply": "2020-04-10T00:13:26.623455Z"
    },
    "papermill": {
     "duration": 0.068965,
     "end_time": "2020-04-10T00:13:26.623562",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.554597",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "            background-color:  #f2f2f2;\n",
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       "            background-color:  #f2f2f2;\n",
       "            color:  #000000;\n",
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       "            background-color:  #f2f2f2;\n",
       "            color:  #000000;\n",
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       "            color:  #000000;\n",
       "        }</style><table id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108be\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Province/State</th>        <th class=\"col_heading level0 col1\" >Confirmed</th>        <th class=\"col_heading level0 col2\" >Deaths</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow0_col0\" class=\"data row0 col0\" >Hubei</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow0_col1\" class=\"data row0 col1\" >67801</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow0_col2\" class=\"data row0 col2\" >3169</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow1_col0\" class=\"data row1 col0\" >Guangdong</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow1_col1\" class=\"data row1 col1\" >1448</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow1_col2\" class=\"data row1 col2\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow2_col0\" class=\"data row2 col0\" >Henan</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow2_col1\" class=\"data row2 col1\" >1275</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow2_col2\" class=\"data row2 col2\" >22</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow3_col0\" class=\"data row3 col0\" >Zhejiang</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow3_col1\" class=\"data row3 col1\" >1243</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow3_col2\" class=\"data row3 col2\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow4_col0\" class=\"data row4 col0\" >Hunan</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow4_col1\" class=\"data row4 col1\" >1018</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow4_col2\" class=\"data row4 col2\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow5_col0\" class=\"data row5 col0\" >Anhui</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow5_col1\" class=\"data row5 col1\" >990</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow5_col2\" class=\"data row5 col2\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow6_col0\" class=\"data row6 col0\" >Jiangxi</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow6_col1\" class=\"data row6 col1\" >936</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow6_col2\" class=\"data row6 col2\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow7_col0\" class=\"data row7 col0\" >Shandong</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow7_col1\" class=\"data row7 col1\" >771</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow7_col2\" class=\"data row7 col2\" >7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow8_col0\" class=\"data row8 col0\" >Jiangsu</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow8_col1\" class=\"data row8 col1\" >640</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow8_col2\" class=\"data row8 col2\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow9_col0\" class=\"data row9 col0\" >Chongqing</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow9_col1\" class=\"data row9 col1\" >578</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow9_col2\" class=\"data row9 col2\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow10_col0\" class=\"data row10 col0\" >Beijing</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow10_col1\" class=\"data row10 col1\" >566</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow10_col2\" class=\"data row10 col2\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow11_col0\" class=\"data row11 col0\" >Sichuan</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow11_col1\" class=\"data row11 col1\" >547</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow11_col2\" class=\"data row11 col2\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow12_col0\" class=\"data row12 col0\" >Heilongjiang</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow12_col1\" class=\"data row12 col1\" >484</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow12_col2\" class=\"data row12 col2\" >13</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow13_col0\" class=\"data row13 col0\" >Hong Kong</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow13_col1\" class=\"data row13 col1\" >453</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow13_col2\" class=\"data row13 col2\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow14_col0\" class=\"data row14 col0\" >Shanghai</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow14_col1\" class=\"data row14 col1\" >451</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow14_col2\" class=\"data row14 col2\" >5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow15_col0\" class=\"data row15 col0\" >Fujian</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow15_col1\" class=\"data row15 col1\" >328</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow15_col2\" class=\"data row15 col2\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow16_col0\" class=\"data row16 col0\" >Hebei</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow16_col1\" class=\"data row16 col1\" >319</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow16_col2\" class=\"data row16 col2\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow17_col0\" class=\"data row17 col0\" >Guangxi</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow17_col1\" class=\"data row17 col1\" >254</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow17_col2\" class=\"data row17 col2\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow18_col0\" class=\"data row18 col0\" >Shaanxi</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow18_col1\" class=\"data row18 col1\" >253</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow18_col2\" class=\"data row18 col2\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow19_col0\" class=\"data row19 col0\" >Yunnan</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow19_col1\" class=\"data row19 col1\" >178</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow19_col2\" class=\"data row19 col2\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow20_col0\" class=\"data row20 col0\" >Hainan</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow20_col1\" class=\"data row20 col1\" >168</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow20_col2\" class=\"data row20 col2\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow21_col0\" class=\"data row21 col0\" >Tianjin</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow21_col1\" class=\"data row21 col1\" >151</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow21_col2\" class=\"data row21 col2\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow22_col0\" class=\"data row22 col0\" >Guizhou</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow22_col1\" class=\"data row22 col1\" >146</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow22_col2\" class=\"data row22 col2\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow23_col0\" class=\"data row23 col0\" >Gansu</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow23_col1\" class=\"data row23 col1\" >136</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow23_col2\" class=\"data row23 col2\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow24_col0\" class=\"data row24 col0\" >Shanxi</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow24_col1\" class=\"data row24 col1\" >135</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow24_col2\" class=\"data row24 col2\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow25_col0\" class=\"data row25 col0\" >Liaoning</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow25_col1\" class=\"data row25 col1\" >128</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow25_col2\" class=\"data row25 col2\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow26_col0\" class=\"data row26 col0\" >Jilin</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow26_col1\" class=\"data row26 col1\" >95</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow26_col2\" class=\"data row26 col2\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow27_col0\" class=\"data row27 col0\" >Inner Mongolia</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow27_col1\" class=\"data row27 col1\" >89</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow27_col2\" class=\"data row27 col2\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow28_col0\" class=\"data row28 col0\" >Xinjiang</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow28_col1\" class=\"data row28 col1\" >76</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow28_col2\" class=\"data row28 col2\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow29_col0\" class=\"data row29 col0\" >Ningxia</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow29_col1\" class=\"data row29 col1\" >75</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow29_col2\" class=\"data row29 col2\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow30_col0\" class=\"data row30 col0\" >Macau</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow30_col1\" class=\"data row30 col1\" >31</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow30_col2\" class=\"data row30 col2\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow31_col0\" class=\"data row31 col0\" >Qinghai</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow31_col1\" class=\"data row31 col1\" >18</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow31_col2\" class=\"data row31 col2\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108belevel0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow32_col0\" class=\"data row32 col0\" >Tibet</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow32_col1\" class=\"data row32 col1\" >1</td>\n",
       "                        <td id=\"T_19353a0c_7ac0_11ea_b595_000d3a7108berow32_col2\" class=\"data row32 col2\" >0</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fc1f0b95b70>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide_input\n",
    "temp_f = china_latest_grouped[['Province/State', 'Confirmed', 'Deaths']]\n",
    "temp_f = temp_f.sort_values(by='Confirmed', ascending=False)\n",
    "temp_f = temp_f.reset_index(drop=True)\n",
    "temp_f.style.background_gradient(cmap='Pastel1_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.025275,
     "end_time": "2020-04-10T00:13:26.673714",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.648439",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Related Work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.024073,
     "end_time": "2020-04-10T00:13:26.721990",
     "exception": false,
     "start_time": "2020-04-10T00:13:26.697917",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "1. https://www.kaggle.com/imdevskp/mers-outbreak-analysis  \n",
    "2. https://www.kaggle.com/imdevskp/sars-2003-outbreak-analysis  \n",
    "3. https://www.kaggle.com/imdevskp/western-africa-ebola-outbreak-analysis\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "visualization-curriculum-gF8wUgMm",
   "language": "python",
   "name": "visualization-curriculum-gf8wugmm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  },
  "papermill": {
   "duration": 17.941896,
   "end_time": "2020-04-10T00:13:26.859730",
   "environment_variables": {},
   "exception": null,
   "input_path": "2020-03-13-EDA.ipynb",
   "output_path": "2020-03-13-EDA.ipynb",
   "parameters": {},
   "start_time": "2020-04-10T00:13:08.917834",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}